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I've been looking around for pretrained models dedicated to handwritten OCR. So far I've found very little. Could you please share, if you know any? I find tesseract hard to parse anything that isn't arial and perfectly captured.

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Discover open-source deep learning code and pretrained models at Model Zoo

These are pre-trained sources available in the Github.

  1. Handwritten Text Recognition with TensorFlow

    More

  2. Handwriting OCR

  3. Handwritten Text Recognition (OCR) with MXNet Gluon

Some Helpful Resources:

  1. Handwriting recognition and language modeling with MXNet Gluon
  2. Handwriting OCR: Line segmentation with Gluon
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